Manufacturing Planning Management System
MPMS is a comprehensive manufacturing planning platform built from the ground up with multi-tenant architecture, genetic algorithm-based scheduling optimization, and a Conversational AI interface powered by RAG. It enables manufacturers to optimize job allocation, manage production schedules, and interact with the system through natural language.
Tech Stack
The Problem
Manufacturing companies struggled with inefficient job scheduling across multiple machines, leading to production bottlenecks. Existing solutions lacked intelligent optimization and required extensive training, creating a steep learning curve for floor managers.
The Solution
Built a multi-tenant architecture with secure data isolation and scalability. Developed a Genetic Algorithm using the DEAP framework for job allocation and sequencing optimization. Integrated Retrieval-Augmented Generation using Pinecone, LangChain, and GPT-4, enabling natural language interaction with the platform.
The Impact
Significantly improved operational efficiency across industrial machines. Reduced the learning curve through conversational AI, enabling non-technical staff to interact with complex scheduling data through natural language queries.